Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis

The extreme wave height distribution in the Caribbean Sea is studied using a new method based on the maximum basin-wide aggregate of significant wave height, Hs, values per month. Besides, by means of the Self-Organizing Maps (SOM) technique, we identify coherent geographical regions with similar ex...

Full description

Bibliographic Details
Published in:Frontiers in Marine Science
Main Authors: Verónica Morales-Márquez, Alejandro Cáceres-Euse, Ismael Hernández-Carrasco, Anne Molcard, Alejandro Orfila
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2023
Subjects:
AMO
AMM
Q
Online Access:https://doi.org/10.3389/fmars.2023.1294189
https://doaj.org/article/de285da5fca7446d869947e5272ce537
id ftdoajarticles:oai:doaj.org/article:de285da5fca7446d869947e5272ce537
record_format openpolar
spelling ftdoajarticles:oai:doaj.org/article:de285da5fca7446d869947e5272ce537 2024-01-21T10:08:47+01:00 Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis Verónica Morales-Márquez Alejandro Cáceres-Euse Ismael Hernández-Carrasco Anne Molcard Alejandro Orfila 2023-12-01T00:00:00Z https://doi.org/10.3389/fmars.2023.1294189 https://doaj.org/article/de285da5fca7446d869947e5272ce537 EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fmars.2023.1294189/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2023.1294189 https://doaj.org/article/de285da5fca7446d869947e5272ce537 Frontiers in Marine Science, Vol 10 (2023) extreme wave climate Caribbean Sea waves CLLJ AMO AMM ENSO Science Q General. Including nature conservation geographical distribution QH1-199.5 article 2023 ftdoajarticles https://doi.org/10.3389/fmars.2023.1294189 2023-12-24T01:42:20Z The extreme wave height distribution in the Caribbean Sea is studied using a new method based on the maximum basin-wide aggregate of significant wave height, Hs, values per month. Besides, by means of the Self-Organizing Maps (SOM) technique, we identify coherent geographical regions with similar extreme wave height variability in the Caribbean Sea. Our findings revealed three primary regions: the eastern side with comparatively lower values, the central region with intermediate values, and the western side with the highest extreme wave heights. The study also examines the wind forcing conditions driving the spatial and temporal variability of the extreme waves, highlighting the influence of the low-pressure belt dynamics as well as the role played by the Caribbean Low-Level Jet (CLLJ) index, and the impact of cold fronts and hurricanes on extreme wave heights. Additionally, we explore the relationship between the extreme wave height distribution and climatic indices, such as the Atlantic Multidecadal Oscillation (AMO), the Atlantic Meridional Mode (AMM), the North Atlantic Oscillation (NAO) and the Oceanic Niño (ONI). The results reveal that the spatial distribution of extreme wave heights in the Caribbean Sea is mostly ruled by the influence of the CLLJ, with correlations close to 80%. In addition, significant correlations were observed between the extreme wave heights and the ENSO in the central Caribbean, as well as positive correlations between the extreme wave heights and NAO in the eastern part of the basin, and significant values of correlation with the negative phases of AMO and AMM in the whole basin. We show that, unlike conventional (or broadly used) methods deployed to identify extreme wave height, such as percentile 99th, Hs99, our methodology allows a further assessment of the wind and climate forcing conditions associated with the extreme wave events. Although, we acknowledge that the method here presented has limitations to capture extreme wave height outliers, it has the advantage of being used ... Article in Journal/Newspaper North Atlantic North Atlantic oscillation Directory of Open Access Journals: DOAJ Articles Frontiers in Marine Science 10
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic extreme wave climate
Caribbean Sea waves
CLLJ
AMO
AMM
ENSO
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
spellingShingle extreme wave climate
Caribbean Sea waves
CLLJ
AMO
AMM
ENSO
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
Verónica Morales-Márquez
Alejandro Cáceres-Euse
Ismael Hernández-Carrasco
Anne Molcard
Alejandro Orfila
Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
topic_facet extreme wave climate
Caribbean Sea waves
CLLJ
AMO
AMM
ENSO
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
description The extreme wave height distribution in the Caribbean Sea is studied using a new method based on the maximum basin-wide aggregate of significant wave height, Hs, values per month. Besides, by means of the Self-Organizing Maps (SOM) technique, we identify coherent geographical regions with similar extreme wave height variability in the Caribbean Sea. Our findings revealed three primary regions: the eastern side with comparatively lower values, the central region with intermediate values, and the western side with the highest extreme wave heights. The study also examines the wind forcing conditions driving the spatial and temporal variability of the extreme waves, highlighting the influence of the low-pressure belt dynamics as well as the role played by the Caribbean Low-Level Jet (CLLJ) index, and the impact of cold fronts and hurricanes on extreme wave heights. Additionally, we explore the relationship between the extreme wave height distribution and climatic indices, such as the Atlantic Multidecadal Oscillation (AMO), the Atlantic Meridional Mode (AMM), the North Atlantic Oscillation (NAO) and the Oceanic Niño (ONI). The results reveal that the spatial distribution of extreme wave heights in the Caribbean Sea is mostly ruled by the influence of the CLLJ, with correlations close to 80%. In addition, significant correlations were observed between the extreme wave heights and the ENSO in the central Caribbean, as well as positive correlations between the extreme wave heights and NAO in the eastern part of the basin, and significant values of correlation with the negative phases of AMO and AMM in the whole basin. We show that, unlike conventional (or broadly used) methods deployed to identify extreme wave height, such as percentile 99th, Hs99, our methodology allows a further assessment of the wind and climate forcing conditions associated with the extreme wave events. Although, we acknowledge that the method here presented has limitations to capture extreme wave height outliers, it has the advantage of being used ...
format Article in Journal/Newspaper
author Verónica Morales-Márquez
Alejandro Cáceres-Euse
Ismael Hernández-Carrasco
Anne Molcard
Alejandro Orfila
author_facet Verónica Morales-Márquez
Alejandro Cáceres-Euse
Ismael Hernández-Carrasco
Anne Molcard
Alejandro Orfila
author_sort Verónica Morales-Márquez
title Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
title_short Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
title_full Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
title_fullStr Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
title_full_unstemmed Extreme waves in the Caribbean Sea: spatial regionalization and long-term analysis
title_sort extreme waves in the caribbean sea: spatial regionalization and long-term analysis
publisher Frontiers Media S.A.
publishDate 2023
url https://doi.org/10.3389/fmars.2023.1294189
https://doaj.org/article/de285da5fca7446d869947e5272ce537
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_source Frontiers in Marine Science, Vol 10 (2023)
op_relation https://www.frontiersin.org/articles/10.3389/fmars.2023.1294189/full
https://doaj.org/toc/2296-7745
2296-7745
doi:10.3389/fmars.2023.1294189
https://doaj.org/article/de285da5fca7446d869947e5272ce537
op_doi https://doi.org/10.3389/fmars.2023.1294189
container_title Frontiers in Marine Science
container_volume 10
_version_ 1788699614911660032